Loaded samples aren't normalized and calculated loss is very large?

[YuhuiMa]

In the code, loaded samples seem only to substract mean but not to be normalized, which leads to very large loss. Why not normalize the samples?

[zhanghang1989]

The VGG model I used was converted from Caffe, which was trained without std normalization.